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maintenanceData observability for AI agents. Query alerts, monitor freshness, investigate schema drift, and trace lineage across your data warehouse via 53 MCP tools.
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"Using agents in VSCode to reference library documentation during programming" matching MCP servers:
- AlicenseAqualityCmaintenanceFetches Langfuse observability traces directly into a VS Code coding agent's context, enabling querying and viewing trace data through natural language.31MIT
- AlicenseBqualityDmaintenanceEnables AI assistants to query and analyze AI agent sessions from observability providers like Shepherd (AIOBS) and Langfuse, allowing users to debug agent runs, compare sessions, track performance, and analyze LLM usage patterns.18MIT
- Flicense-qualityCmaintenanceA secure MCP proxy server with JWT authentication, SQL guardrails, rate limiting, and Kafka audit logging, enabling enterprise-grade access control for MCP clients like Cursor and Claude Desktop.
- FlicenseAqualityCmaintenanceEnables agents to interact with the Logflare API by writing JavaScript functions that run in a Vercel Sandbox, using three tools: search, execute_read, and execute_write.3
Foreman MCP Serverofficial
AlicenseBqualityCmaintenanceEnables interaction with Foreman instances to manage systems through the Model Context Protocol. It provides access to Foreman resources and tools, such as security update reports, directly within AI-powered environments like VSCode and Claude Desktop.58GPL 3.0- Alicense-qualityCmaintenanceMCP servers for real-time development monitoring and interactive pair programming.1MIT
- Alicense-qualityBmaintenanceMCP server that drives cdb.exe/kd.exe to provide WinDbg debugging to LLM agents, enabling crash dump analysis, live process debugging, kernel debugging, and a searchable command reference.8493MIT
- Flicense-qualityDmaintenanceAnalyzes log files using AI-powered tools to detect errors, patterns, and anomalies through natural language queries in Cursor IDE.
- AlicenseAqualityAmaintenanceAn MCP server that gives coding agents programmatic access to Sumo Logic logs via the Search Job API, enabling issue triage in preview deployments and production without leaving the editor.1418Apache 2.0
freeplay-mcpofficial
AlicenseAqualityAmaintenanceEnables AI agents to interact with Freeplay, an ops platform for AI engineering teams, to analyze production logs, identify quality issues, iterate on prompts and agents using real data, and run experiments before deploying.92Apache 2.0- AlicenseAqualityBmaintenanceAn MCP server that provides monitoring tools for Codex agents, allowing them to create and wait on conditions using commands, log files, file events, and custom probes, replacing polling loops with event-driven blocking.5264MIT
- AlicenseAqualityBmaintenanceAn instrumented MCP server for debugging lost tool calls in Claude Desktop, using ping, echo, sized_echo, and slow_echo tools to record and analyze the full protocol flow.4MIT
- AlicenseAqualityBmaintenanceMCP server for AI agent observability, providing trace and span logging, search, latency/tokens/cost metrics, and anomaly detection using an in-memory buffer.633MIT
- AlicenseAqualityAmaintenanceEnables AI agents to monitor and debug browser runtime errors, console logs, and page diagnostics in real time via a Chrome extension and local MCP server.4MIT
- AlicenseAqualityCmaintenanceEnables MCP-compatible coding agents to debug applications using runtime log data, by providing tools to start a local log-ingestion server, track debugging sessions and hypotheses, and correlate logs to specific executions.1929MIT
- FlicenseAqualityDmaintenanceProvides tools for AI assistants to manage and diagnose MWAA Airflow environments, EMR Serverless jobs, S3 files, and Confluence documentation. It features automated pipeline failure diagnosis and comprehensive log retrieval across these integrated platforms.44
- FlicenseAqualityDmaintenanceEnables AI agents to access New Relic logs and APM data through the NerdGraph API. It allows users to execute NRQL queries, retrieve application performance metrics, and analyze transaction traces using natural language.61
- AlicenseAqualityDmaintenanceBridges AI coding assistants with the OpenTelemetry ecosystem, providing real-time access to repositories, documentation, examples, semantic conventions, and instrumentation scoring for high-quality observability.919Apache 2.0
- AlicenseAqualityCmaintenanceEnables AI agents to monitor Docker containers, system resources, ports, and logs in real-time.5MIT